Outlier detection models are treated as any other Model. You can run any saved outlier detection model by adding the requirement alibi-detect
.
An example outlier detection model from the CIFAR10 image classification example is shown below:
# samples/models/cifar10-outlier-detect.yaml
apiVersion: mlops.seldon.io/v1alpha1
kind: Model
metadata:
name: cifar10-outlier
spec:
storageUri: "gs://seldon-models/scv2/examples/mlserver_1.3.5/cifar10/outlier-detector"
requirements:
- mlserver
- alibi-detect